Let's celebrate Champs in Los Angeles at the Guerrillas Tailgate! It's going down ALL DAY on Friday, Aug. 5th just a short walk from the Galen Center. 📸 Meet your favorite #LAG players 🎁 Free merch and accessories 🎮 Compete for prizes worth up to $1K Open to the public.

The culmination of an unprecedented season. This is the Last Stand. WARPATH Season Finale is LIVE TODAY at 10:30 AM PST. #LightsOut

Nothing but love for everyone at KSE/LAG. The results weren’t what they should’ve been this season. Learned a lot the past few years and I’m thankful for the experience. Looking forward to the next step.

New Article! 📊📈 I created an Expected Kills (xKills) model for Cod, trying to estimate the difficulty of certain fights based on things like AR/sub, trades, angle, and height advantage. I wrote up my process and included some stats at the end! doug-liebe.medium.com/expected-kills…

While there are other, less drastic compromises that can be made to throw the CDL a bone, I wanted to keep this article contained to what I think the ultimate ideal outcome is. The article already goes on longer than initially intended and I didn’t want to muddy it down further.

Here is my 2022/23 Call of Duty League #MWII Team Stats Sheet. Any questions or errors found please contact me #CallofDuty #CDL2023 bit.ly/3EGeuP4

For the old heads 🫡

The season starts tomorrow, here's where to watch 👀

CDL Week 1 - Rankings by mode 🥇 Boston Breach 🥈 OpTic Texas 🥉 Carolina Royal Ravens - Not counting OGTX FF maps - LRR poor HP countered by flawless SND + CTRL - Top SND teams are most hurt by respawn (G2CDL Seattle Surge (Parody) Mutineers ) - LA Thieves only hindered by SND - @Subliners 🤒

📝How can we use betting lines, Breakingpoint predictions, or CDL Pick'ems to make smarter CDL Power Rankings? I wrote a new article! Would love any feedback; will be updating the rankings as we go. doug-liebe.medium.com/building-smart…

📊👀New: Been working on illustrating a more complete picture of players. PaulEhx is a slightly faster than Avg AR player that's been poor at creating wins in SND, gets in tough respawn gunfights, but wins them more than expected.

📊Here are my predictions for Major IV placings Went with a different style this time, let me know what you think! Will be updating as games go on.

Back with a new article!✍️ **Introducing Impact Rating** Here I outline a basic new stat we can use to add some context to KD. Kills are only as important as the points/rounds you can score with them! Very short read - LMK what y'all think! doug-liebe.medium.com/84bf37930983

Some big swings in teams' chances of making Winner's Bracket today! Trying out a new graphic, copied directly from the SūmerSports 🐐. Let me know what you think!

📊Winner's Bracket Leverage and Rooting Guide for today's games! LAG v MIN will have huge implications for WB, not just for them but for many other teams, too! While BOS (mostly) controls their own fate, LAT needs some help from LAG.